Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
from PIL import Image, ImageFile
#import helper

%matplotlib inline
ImageFile.LOAD_TRUNCATED_IMAGES = True

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    image_aug = transforms.Compose([transforms.Resize(image_size), transforms.CenterCrop(image_size),transforms.ToTensor()])
    imagenet_data = datasets.ImageFolder(data_dir, transform=image_aug)
    data_loader = torch.utils.data.DataLoader(imagenet_data,
                                          batch_size=batch_size + 1,
                                          shuffle=True)
    
    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 20
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    # print(x)
    x = x * (max - min) + min
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.8275)
Max:  tensor(1.)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

#helper function
def conv(in_channels,out_channels,kernel_size,stride=2,padding=1,batch_norm=True):
    layer = []
    conv = nn.Conv2d(in_channels = in_channels,out_channels = out_channels,kernel_size = kernel_size,
                    stride = stride,padding = padding,bias=False )
    layer.append(conv)
    
    if batch_norm:
        layer.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layer)   

def deconv(in_channels,out_channels,kernel_size,stride=2,padding=1,batch_norm=True):
    layer = []
    conv = nn.ConvTranspose2d(in_channels = in_channels,out_channels = out_channels,kernel_size = kernel_size,
                    stride = stride,padding = padding,bias=False )
    layer.append(conv)
    
    if batch_norm:
        layer.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layer) 

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim

        # Define all convolutional layers
        # Should accept an RGB image as input and output a single value
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False) # x, y = 64 depth = 3
        self.conv2 = conv(conv_dim, conv_dim * 2, 4) # x, y = 32 depth = 64
        self.conv3 = conv(conv_dim * 2, conv_dim * 4, 4) # x, y = 16 depth = 128
        
        self.fc = nn.Linear(conv_dim*4*4*4, 1)
        self.out = nn.Sigmoid()
        self.dropout = nn.Dropout(0.5)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        x = F.leaky_relu(self.conv1(x), 0.2)
        # x = self.dropout(x)
        x = F.leaky_relu(self.conv2(x), 0.2)
        # x = self.dropout(x)
        x = F.leaky_relu(self.conv3(x), 0.2)
        # x = self.dropout(x)
        
        x = x.view(-1, self.conv_dim*4*4*4)
        
        x = self.fc(x)
        x = self.dropout(x)
        
        # x = self.out(x)
        
        return x


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        self.fc = nn.Linear(z_size, conv_dim*4*4*4)
        
        self.t_conv1 = deconv(conv_dim*4, conv_dim*2, 4 )
        self.t_conv2 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)
        self.dropout = nn.Dropout(0.5)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        
        x = self.fc(x)
        x = self.dropout(x)
        
        x = x.view(-1, self.conv_dim*4, 4, 4)
        
        x = F.relu(self.t_conv1(x))
        # x = self.dropout(x)
        x = F.relu(self.t_conv2(x))
        # x = self.dropout(x)
        x = F.tanh(self.t_conv3(x))
        
        return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

from torch.nn import init
def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    init_gain=0.02
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    # TODO: Apply initial weights to convolutional and linear layers
    classname = m.__class__.__name__
    # print(classname)
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        init.normal_(m.weight.data, 0.0, init_gain)
        if hasattr(m, 'bias') and m.bias is not None:
            init.constant_(m.bias.data, 0.0)
    elif classname.find('BatchNorm2d') != -1:  # BatchNorm Layer's weight is not a matrix; only normal distribution applies.
        init.normal_(m.weight.data, 1.0, init_gain)
        init.constant_(m.bias.data, 0.0)

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
  (out): Sigmoid()
  (dropout): Dropout(p=0.5)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (dropout): Dropout(p=0.5)
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

import random
from random import randrange, uniform

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    # label smoothing
    labels = torch.ones(batch_size) * np.random.uniform(0.7, 1.2)
    # labels = torch.ones(batch_size) * 0.9
    # labels = torch.ones(batch_size) # real labels = 1
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    # loss = torch.mean(-loss)
    # loss = torch.mean((D_out-1)**2)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    # labels = torch.zeros(batch_size) + 0.0 # fake labels = 0
    labels = torch.zeros(batch_size) * np.random.uniform(0.0, 0.3) # fake labels = 0.3
    # print(labels)
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    # loss = torch.mean(loss)
    # loss = torch.mean(D_out**2)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

lr = 0.0005
beta1= 0.1
beta2= 0.99

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()
    
    # D.train()
    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            
            d_optimizer.zero_grad()
            
            if train_on_gpu:
                real_images = real_images.cuda()
            
            d_out = D(real_images)
            d_real_loss = real_loss(d_out)
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            
            if train_on_gpu:
                z = z.cuda()
                
            fake_images = G(z)
            
            d_fake_out = D(fake_images)
            d_fake_loss = fake_loss(d_fake_out)

            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            
            d_loss.backward()
            d_optimizer.step()

            # 2. Train the generator with an adversarial loss            
            g_optimizer.zero_grad()
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            
            if train_on_gpu:
                z = z.cuda()
                
            fake_images = G(z)
            # D.eval()
            # Compute the discriminator losses on fake images 
            # using flipped labels!
            g_fake_out = D(fake_images)
            g_loss = real_loss(g_fake_out) # use real loss to flip labels
            # g_loss = torch.mean(g_fake_out**2)
            # D.train()
            # perform backprop
            g_loss.backward()
            g_optimizer.step()            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode
        print('---------------Epoch [{:5d}/{:5d}]---------------'.format(epoch+1, n_epochs))
    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 2


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/    2] | d_loss: 1.5994 | g_loss: 1.8089
Epoch [    1/    2] | d_loss: 0.8006 | g_loss: 2.2158
Epoch [    1/    2] | d_loss: 0.7771 | g_loss: 1.3603
Epoch [    1/    2] | d_loss: 1.2115 | g_loss: 1.7238
Epoch [    1/    2] | d_loss: 1.3555 | g_loss: 3.1674
Epoch [    1/    2] | d_loss: 1.2288 | g_loss: 1.6252
Epoch [    1/    2] | d_loss: 1.3522 | g_loss: 0.8073
Epoch [    1/    2] | d_loss: 1.1844 | g_loss: 0.9759
Epoch [    1/    2] | d_loss: 1.0990 | g_loss: 1.3683
Epoch [    1/    2] | d_loss: 1.4228 | g_loss: 0.9525
Epoch [    1/    2] | d_loss: 2.2511 | g_loss: 0.5537
Epoch [    1/    2] | d_loss: 1.3130 | g_loss: 0.9328
Epoch [    1/    2] | d_loss: 1.3208 | g_loss: 0.9310
Epoch [    1/    2] | d_loss: 1.1523 | g_loss: 1.3477
Epoch [    1/    2] | d_loss: 1.4682 | g_loss: 0.6396
Epoch [    1/    2] | d_loss: 1.0964 | g_loss: 1.3727
Epoch [    1/    2] | d_loss: 1.3386 | g_loss: 1.3530
Epoch [    1/    2] | d_loss: 1.4264 | g_loss: 0.8083
Epoch [    1/    2] | d_loss: 1.1532 | g_loss: 1.0195
Epoch [    1/    2] | d_loss: 1.3134 | g_loss: 1.2507
Epoch [    1/    2] | d_loss: 1.1419 | g_loss: 1.0303
Epoch [    1/    2] | d_loss: 1.4314 | g_loss: 0.8248
Epoch [    1/    2] | d_loss: 1.5546 | g_loss: 0.7212
Epoch [    1/    2] | d_loss: 1.4638 | g_loss: 0.7414
Epoch [    1/    2] | d_loss: 1.1155 | g_loss: 0.7361
Epoch [    1/    2] | d_loss: 1.3453 | g_loss: 1.3916
Epoch [    1/    2] | d_loss: 1.4357 | g_loss: 0.6440
Epoch [    1/    2] | d_loss: 1.2536 | g_loss: 1.0071
Epoch [    1/    2] | d_loss: 1.2595 | g_loss: 0.7712
Epoch [    1/    2] | d_loss: 1.1464 | g_loss: 0.8414
Epoch [    1/    2] | d_loss: 1.3444 | g_loss: 0.9505
Epoch [    1/    2] | d_loss: 1.3149 | g_loss: 1.1748
Epoch [    1/    2] | d_loss: 1.3961 | g_loss: 1.7439
Epoch [    1/    2] | d_loss: 1.3824 | g_loss: 0.8070
Epoch [    1/    2] | d_loss: 1.4596 | g_loss: 0.8066
Epoch [    1/    2] | d_loss: 1.1155 | g_loss: 0.7425
Epoch [    1/    2] | d_loss: 1.2332 | g_loss: 0.8258
Epoch [    1/    2] | d_loss: 1.1948 | g_loss: 0.7376
Epoch [    1/    2] | d_loss: 1.4250 | g_loss: 0.9980
Epoch [    1/    2] | d_loss: 1.5561 | g_loss: 1.1856
Epoch [    1/    2] | d_loss: 1.1839 | g_loss: 0.7081
Epoch [    1/    2] | d_loss: 1.6479 | g_loss: 0.7121
Epoch [    1/    2] | d_loss: 1.3655 | g_loss: 1.1999
Epoch [    1/    2] | d_loss: 1.1171 | g_loss: 0.6951
Epoch [    1/    2] | d_loss: 1.2361 | g_loss: 0.7341
Epoch [    1/    2] | d_loss: 1.3662 | g_loss: 1.2935
Epoch [    1/    2] | d_loss: 1.3058 | g_loss: 0.9721
Epoch [    1/    2] | d_loss: 1.2141 | g_loss: 1.0089
Epoch [    1/    2] | d_loss: 1.1294 | g_loss: 0.8486
Epoch [    1/    2] | d_loss: 1.1856 | g_loss: 0.9270
Epoch [    1/    2] | d_loss: 1.1555 | g_loss: 1.4656
Epoch [    1/    2] | d_loss: 1.5013 | g_loss: 0.7416
Epoch [    1/    2] | d_loss: 1.2889 | g_loss: 1.2901
Epoch [    1/    2] | d_loss: 1.0084 | g_loss: 1.0932
Epoch [    1/    2] | d_loss: 1.1505 | g_loss: 1.7242
Epoch [    1/    2] | d_loss: 1.5993 | g_loss: 0.7990
Epoch [    1/    2] | d_loss: 1.0476 | g_loss: 1.1094
Epoch [    1/    2] | d_loss: 1.1925 | g_loss: 1.1371
Epoch [    1/    2] | d_loss: 1.0944 | g_loss: 0.8549
Epoch [    1/    2] | d_loss: 1.1986 | g_loss: 1.0074
Epoch [    1/    2] | d_loss: 1.3372 | g_loss: 0.6883
Epoch [    1/    2] | d_loss: 1.5124 | g_loss: 0.7164
Epoch [    1/    2] | d_loss: 1.1664 | g_loss: 0.8583
Epoch [    1/    2] | d_loss: 1.2599 | g_loss: 0.8918
Epoch [    1/    2] | d_loss: 1.2588 | g_loss: 0.8642
Epoch [    1/    2] | d_loss: 1.2066 | g_loss: 1.2609
Epoch [    1/    2] | d_loss: 1.2540 | g_loss: 1.2276
Epoch [    1/    2] | d_loss: 1.1923 | g_loss: 1.0200
Epoch [    1/    2] | d_loss: 1.3053 | g_loss: 1.0844
Epoch [    1/    2] | d_loss: 1.4905 | g_loss: 0.8569
Epoch [    1/    2] | d_loss: 1.2972 | g_loss: 1.5584
Epoch [    1/    2] | d_loss: 1.2351 | g_loss: 1.1307
Epoch [    1/    2] | d_loss: 1.1094 | g_loss: 1.1470
Epoch [    1/    2] | d_loss: 1.3396 | g_loss: 0.8366
Epoch [    1/    2] | d_loss: 1.4304 | g_loss: 0.8731
Epoch [    1/    2] | d_loss: 1.1561 | g_loss: 0.9924
Epoch [    1/    2] | d_loss: 1.4114 | g_loss: 0.5826
Epoch [    1/    2] | d_loss: 1.1482 | g_loss: 0.9064
Epoch [    1/    2] | d_loss: 1.3638 | g_loss: 0.9419
Epoch [    1/    2] | d_loss: 1.2929 | g_loss: 1.1370
Epoch [    1/    2] | d_loss: 1.2618 | g_loss: 0.9369
Epoch [    1/    2] | d_loss: 1.3248 | g_loss: 0.8752
Epoch [    1/    2] | d_loss: 0.7525 | g_loss: 0.9412
Epoch [    1/    2] | d_loss: 1.0504 | g_loss: 1.0363
Epoch [    1/    2] | d_loss: 1.3079 | g_loss: 0.6652
Epoch [    1/    2] | d_loss: 1.4799 | g_loss: 0.7912
---------------Epoch [    1/    2]---------------
Epoch [    2/    2] | d_loss: 1.2478 | g_loss: 1.0234
Epoch [    2/    2] | d_loss: 1.1779 | g_loss: 1.1299
Epoch [    2/    2] | d_loss: 1.1893 | g_loss: 0.9771
Epoch [    2/    2] | d_loss: 1.1039 | g_loss: 1.1137
Epoch [    2/    2] | d_loss: 1.2247 | g_loss: 1.4104
Epoch [    2/    2] | d_loss: 1.1619 | g_loss: 0.8901
Epoch [    2/    2] | d_loss: 1.1827 | g_loss: 0.9415
Epoch [    2/    2] | d_loss: 1.1328 | g_loss: 0.6914
Epoch [    2/    2] | d_loss: 1.2462 | g_loss: 1.0133
Epoch [    2/    2] | d_loss: 1.3531 | g_loss: 1.1872
Epoch [    2/    2] | d_loss: 0.9595 | g_loss: 0.8955
Epoch [    2/    2] | d_loss: 1.3322 | g_loss: 0.8803
Epoch [    2/    2] | d_loss: 1.0642 | g_loss: 0.7306
Epoch [    2/    2] | d_loss: 1.2689 | g_loss: 1.0859
Epoch [    2/    2] | d_loss: 1.2400 | g_loss: 0.7676
Epoch [    2/    2] | d_loss: 1.2060 | g_loss: 1.0336
Epoch [    2/    2] | d_loss: 1.3822 | g_loss: 1.2240
Epoch [    2/    2] | d_loss: 1.5788 | g_loss: 1.6469
Epoch [    2/    2] | d_loss: 1.5360 | g_loss: 1.5995
Epoch [    2/    2] | d_loss: 1.4058 | g_loss: 1.0898
Epoch [    2/    2] | d_loss: 1.1233 | g_loss: 1.3999
Epoch [    2/    2] | d_loss: 1.2691 | g_loss: 0.9157
Epoch [    2/    2] | d_loss: 1.2775 | g_loss: 1.0115
Epoch [    2/    2] | d_loss: 1.2845 | g_loss: 1.3018
Epoch [    2/    2] | d_loss: 1.3042 | g_loss: 1.0068
Epoch [    2/    2] | d_loss: 1.2244 | g_loss: 1.1500
Epoch [    2/    2] | d_loss: 1.1460 | g_loss: 1.2480
Epoch [    2/    2] | d_loss: 1.0325 | g_loss: 1.1562
Epoch [    2/    2] | d_loss: 1.2530 | g_loss: 1.0868
Epoch [    2/    2] | d_loss: 1.2662 | g_loss: 0.7874
Epoch [    2/    2] | d_loss: 1.1823 | g_loss: 1.5226
Epoch [    2/    2] | d_loss: 1.2337 | g_loss: 1.3121
Epoch [    2/    2] | d_loss: 1.2861 | g_loss: 0.7699
Epoch [    2/    2] | d_loss: 0.9107 | g_loss: 0.7157
Epoch [    2/    2] | d_loss: 1.2662 | g_loss: 0.8467
Epoch [    2/    2] | d_loss: 1.2681 | g_loss: 1.5031
Epoch [    2/    2] | d_loss: 1.3743 | g_loss: 1.7852
Epoch [    2/    2] | d_loss: 1.2293 | g_loss: 1.0103
Epoch [    2/    2] | d_loss: 1.5229 | g_loss: 0.9428
Epoch [    2/    2] | d_loss: 1.3220 | g_loss: 0.9622
Epoch [    2/    2] | d_loss: 1.1008 | g_loss: 0.9059
Epoch [    2/    2] | d_loss: 1.2038 | g_loss: 1.2176
Epoch [    2/    2] | d_loss: 1.0094 | g_loss: 1.1621
Epoch [    2/    2] | d_loss: 1.3874 | g_loss: 1.1084
Epoch [    2/    2] | d_loss: 1.1160 | g_loss: 1.3040
Epoch [    2/    2] | d_loss: 1.2463 | g_loss: 0.6797
Epoch [    2/    2] | d_loss: 1.0338 | g_loss: 1.2643
Epoch [    2/    2] | d_loss: 1.2315 | g_loss: 1.4795
Epoch [    2/    2] | d_loss: 1.2708 | g_loss: 0.8678
Epoch [    2/    2] | d_loss: 1.1872 | g_loss: 1.8823
Epoch [    2/    2] | d_loss: 1.0697 | g_loss: 1.2899
Epoch [    2/    2] | d_loss: 1.3622 | g_loss: 1.6057
Epoch [    2/    2] | d_loss: 1.3216 | g_loss: 0.9074
Epoch [    2/    2] | d_loss: 1.0264 | g_loss: 1.0447
Epoch [    2/    2] | d_loss: 1.2553 | g_loss: 1.2956
Epoch [    2/    2] | d_loss: 1.0706 | g_loss: 0.8268
Epoch [    2/    2] | d_loss: 1.1727 | g_loss: 1.1708
Epoch [    2/    2] | d_loss: 1.8782 | g_loss: 1.5853
Epoch [    2/    2] | d_loss: 1.2040 | g_loss: 1.0213
Epoch [    2/    2] | d_loss: 0.9840 | g_loss: 1.1903
Epoch [    2/    2] | d_loss: 1.2713 | g_loss: 0.8458
Epoch [    2/    2] | d_loss: 1.2736 | g_loss: 1.1394
Epoch [    2/    2] | d_loss: 1.4353 | g_loss: 1.6945
Epoch [    2/    2] | d_loss: 1.4078 | g_loss: 0.8752
Epoch [    2/    2] | d_loss: 0.9901 | g_loss: 1.4588
Epoch [    2/    2] | d_loss: 1.1227 | g_loss: 1.6399
Epoch [    2/    2] | d_loss: 1.2899 | g_loss: 1.3003
Epoch [    2/    2] | d_loss: 1.3511 | g_loss: 1.2626
Epoch [    2/    2] | d_loss: 1.3206 | g_loss: 0.7021
Epoch [    2/    2] | d_loss: 1.3221 | g_loss: 0.9213
Epoch [    2/    2] | d_loss: 1.1082 | g_loss: 0.8441
Epoch [    2/    2] | d_loss: 1.0815 | g_loss: 1.0533
Epoch [    2/    2] | d_loss: 1.0914 | g_loss: 1.4173
Epoch [    2/    2] | d_loss: 1.1035 | g_loss: 1.2041
Epoch [    2/    2] | d_loss: 1.2459 | g_loss: 1.2144
Epoch [    2/    2] | d_loss: 1.2227 | g_loss: 0.8580
Epoch [    2/    2] | d_loss: 1.0793 | g_loss: 1.4165
Epoch [    2/    2] | d_loss: 1.1213 | g_loss: 1.2325
Epoch [    2/    2] | d_loss: 0.9958 | g_loss: 1.2299
Epoch [    2/    2] | d_loss: 0.8840 | g_loss: 1.9369
Epoch [    2/    2] | d_loss: 1.1404 | g_loss: 0.9052
Epoch [    2/    2] | d_loss: 1.3824 | g_loss: 0.7747
Epoch [    2/    2] | d_loss: 1.2447 | g_loss: 0.8982
Epoch [    2/    2] | d_loss: 1.0562 | g_loss: 1.1739
Epoch [    2/    2] | d_loss: 1.2297 | g_loss: 1.2774
Epoch [    2/    2] | d_loss: 1.3437 | g_loss: 0.9143
---------------Epoch [    2/    2]---------------

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7fcc8e12f1d0>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell) The dataset is biased; it is made of "celebrity" faces that are mostly white Model size; larger models have the opportunity to learn more features in a data feature space Optimization strategy; optimizers and number of epochs affect your final result

I trained the model for 20 epochs nearly 1 hr of training with different optimizer and network size. an i got learning rate value from original DCGAN paper.

learning rate = 0.0002

trial 1 d_conv_dim = 32 g_conv_dim = 32 z_size = 100 epochs = 20

discriminator loss starts from 1.5 and slowly reduced to 0.5 generator loss starts from 2.0 and slowly decreases up to 5 epochs and the loss start increasing 3.5 after 20 epochs

trial 2 d_conv_dim = 64 g_conv_dim = 64 z_size = 100 epochs = 16

discriminator loss starts from 1.5 and slowly reduced to 0.73 at 16th epoch generator loss starts from 4.4 and slowly decreases up to 10 epochs to 0.50 and the loss goes zig-zag like sinusoidal between 2.2 to 1.3

trial 2 d_conv_dim = 128 g_conv_dim = 128 z_size = 100 epochs = 20

discriminator loss starts from 1.7 and slowly reduced to 0.62 at 20th epochs generator loss starts from 5.4 and slowly decreases to 0.3 up to 16 epochs and the loss goes zig-zag like sinusoidal between 2.9 to 1.1

trial 3 i changed the optimizer to SGD with momentum 0.5 d_conv_dim = 32 g_conv_dim = 32 z_size = 100 epochs = 10

discriminator loss and generator loss starts increasing 1.0 to 22.4224 and at end no image is generated. So i drop this.

So i think increasing the Conv dimension and reducing the epochs can produce the best result. even increasing the image size to 64 can produce more accurate image with little clarity

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.